{"id":"W2046069961","doi":"10.1115/pvp2014-28415","title":"Low-Constraint Toughness Testing of Two SE(T) Methods in a Single Specimen","year":2014,"lang":"en","type":"article","venue":"","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Crack tip opening displacement; Materials science; Toughness; Structural engineering; Enhanced Data Rates for GSM Evolution; Displacement (psychology); Tension (geology); Welding; Line (geometry); Composite material; Geometry; Fracture mechanics; Mathematics; Computer science; Engineering; Compression (physics); Crack closure","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003646642,0.00009515656,0.0001746172,0.00006739746,0.000008499405,0.00000906138,0.00008647176,0.00004593565,0.00009530409],"category_scores_gemma":[0.0001539623,0.00008726768,0.0000264895,0.0001938172,0.00001379823,0.00005196591,0.00001962024,0.0001082514,0.00000767079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002810451,"about_ca_system_score_gemma":0.000006663048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004824038,"about_ca_topic_score_gemma":0.00005999719,"domain_scores_codex":[0.9994217,0.0000367484,0.0002155729,0.00009759179,0.00006375568,0.0001646501],"domain_scores_gemma":[0.9995047,0.0002607794,0.00002356451,0.0001551176,0.00002259609,0.00003317891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002071714,0.00004781988,0.0003442546,0.0001230211,0.00001575381,0.000003566877,0.0004755767,0.02482631,0.6637676,0.006016003,0.00006777613,0.3043102],"study_design_scores_gemma":[0.0004095828,0.00004604967,0.0003468966,0.00009369801,0.000007492781,0.000005264519,0.0001006755,0.2825083,0.711018,0.004219302,0.001054767,0.0001898779],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1238171,0.00003238093,0.7940592,0.00001712699,0.0002230767,0.00008322698,0.000001228264,0.0001324364,0.08163427],"genre_scores_gemma":[0.6986906,5.493712e-7,0.3011914,0.00002602476,0.00004397147,0.000002310455,9.248011e-7,0.00001337836,0.00003077498],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5748736,"threshold_uncertainty_score":0.3558672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04018248920716373,"score_gpt":0.2993578660544496,"score_spread":0.2591753768472859,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}